Face Generation

In this project, you'll define and train a DCGAN on a dataset of faces. Your goal is to get a generator network to generate new images of faces that look as realistic as possible!

The project will be broken down into a series of tasks from loading in data to defining and training adversarial networks. At the end of the notebook, you'll be able to visualize the results of your trained Generator to see how it performs; your generated samples should look like fairly realistic faces with small amounts of noise.

Get the Data

You'll be using the CelebFaces Attributes Dataset (CelebA) to train your adversarial networks.

This dataset is more complex than the number datasets (like MNIST or SVHN) you've been working with, and so, you should prepare to define deeper networks and train them for a longer time to get good results. It is suggested that you utilize a GPU for training.

Pre-processed Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. Some sample data is show below.

If you are working locally, you can download this data by clicking here

This is a zip file that you'll need to extract in the home directory of this notebook for further loading and processing. After extracting the data, you should be left with a directory of data processed_celeba_small/

# can comment out after executing
# !unzip processed_celeba_small.zip

Archive:  processed_celeba_small.zip
   creating: processed_celeba_small/
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   creating: __MACOSX/processed_celeba_small/
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   creating: processed_celeba_small/celeba/
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   creating: __MACOSX/processed_celeba_small/celeba/
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data_dir = 'processed_celeba_small/'

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import pickle as pkl
import matplotlib.pyplot as plt
import numpy as np
import problem_unittests as tests
#import helper

%matplotlib inline

Visualize the CelebA Data

The CelebA dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations, you'll only need the images. Note that these are color images with 3 color channels (RGB)#RGB_Images) each.

Pre-process and Load the Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. This pre-processed dataset is a smaller subset of the very large CelebA data.

There are a few other steps that you'll need to transform this data and create a DataLoader.

Exercise: Complete the following get_dataloader function, such that it satisfies these requirements:

• Your images should be square, Tensor images of size image_size x image_size in the x and y dimension.
• Your function should return a DataLoader that shuffles and batches these Tensor images.

ImageFolder

To create a dataset given a directory of images, it's recommended that you use PyTorch's ImageFolder wrapper, with a root directory processed_celeba_small/ and data transformation passed in.

# necessary imports
import torch
from torchvision import datasets
from torchvision import transforms

from torch.utils.data import DataLoader
import torchvision

def get_dataloader(batch_size, image_size, data_dir='processed_celeba_small/'):
    """
    Batch the neural network data using DataLoader
    :param batch_size: The size of each batch; the number of images in a batch
    :param img_size: The square size of the image data (x, y)
    :param data_dir: Directory where image data is located
    :return: DataLoader with batched data
    """
    
    # TODO: Implement function and return a dataloader
    
    # resize and normalize the images
    transform = transforms.Compose([transforms.Resize(image_size),
                                    transforms.ToTensor()])

    # define Dataset
    dataset = datasets.ImageFolder(data_dir, transform)

    # return DataLoader
    data_loader = DataLoader(dataset=dataset, 
                             batch_size=batch_size, 
                             shuffle=True)

    return data_loader

Create a DataLoader

Exercise: Create a DataLoader celeba_train_loader with appropriate hyperparameters.

Call the above function and create a dataloader to view images.

• You can decide on any reasonable batch_size parameter
• Your image_size must be 32. Resizing the data to a smaller size will make for faster training, while still creating convincing images of faces!

# Define function hyperparameters
batch_size = 20
img_size = 32

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# Call your function and get a dataloader
celeba_train_loader = get_dataloader(batch_size, img_size)

Next, you can view some images! You should seen square images of somewhat-centered faces.

Note: You'll need to convert the Tensor images into a NumPy type and transpose the dimensions to correctly display an image, suggested imshow code is below, but it may not be perfect.

# helper display function
def imshow(img):
    npimg = img.numpy()
    plt.imshow(np.transpose(npimg, (1, 2, 0)))

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# obtain one batch of training images
dataiter = iter(celeba_train_loader)
images, _ = dataiter.next() # _ for no labels

# plot the images in the batch, along with the corresponding labels
fig = plt.figure(figsize=(20, 4))
plot_size=20
for idx in np.arange(plot_size):
    ax = fig.add_subplot(2, plot_size/2, idx+1, xticks=[], yticks=[])
    imshow(images[idx])

Exercise: Pre-process your image data and scale it to a pixel range of -1 to 1

You need to do a bit of pre-processing; you know that the output of a tanh activated generator will contain pixel values in a range from -1 to 1, and so, we need to rescale our training images to a range of -1 to 1. (Right now, they are in a range from 0-1.)

# TODO: Complete the scale function
def scale(x, feature_range=(-1, 1)):
    ''' Scale takes in an image x and returns that image, scaled
       with a feature_range of pixel values from -1 to 1. 
       This function assumes that the input x is already scaled from 0-1.'''
    # assume x is scaled to (0, 1)
    # scale to feature_range and return scaled x
    
    min, max = feature_range
    x = x * (max - min) + min
    
    return x

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# check scaled range
# should be close to -1 to 1
img = images[9]
scaled_img = scale(img)

print('Min: ', scaled_img.min())
print('Max: ', scaled_img.max())

Min:  tensor(-0.9922)
Max:  tensor(0.6314)

---

Define the Model

A GAN is comprised of two adversarial networks, a discriminator and a generator.

Discriminator

Your first task will be to define the discriminator. This is a convolutional classifier like you've built before, only without any maxpooling layers. To deal with this complex data, it's suggested you use a deep network with normalization. You are also allowed to create any helper functions that may be useful.

Exercise: Complete the Discriminator class

• The inputs to the discriminator are 32x32x3 tensor images
• The output should be a single value that will indicate whether a given image is real or fake

import torch.nn as nn
import torch.nn.functional as F

# helper conv function
def conv(in_channels, out_channels, kernel_size, stride=2, padding=1, batch_norm=True):
    """Creates a convolutional layer, with optional batch normalization.
    """
    layers = []
    conv_layer = nn.Conv2d(in_channels, 
                           out_channels, 
                           kernel_size, 
                           stride, 
                           padding, 
                           bias=False)
    
    # append conv layer
    layers.append(conv_layer)

    if batch_norm:
        # append batchnorm layer
        layers.append(nn.BatchNorm2d(out_channels))
     
    # using Sequential container
    return nn.Sequential(*layers)

class Discriminator(nn.Module):

    def __init__(self, conv_dim):
        """
        Initialize the Discriminator Module
        :param conv_dim: The depth of the first convolutional layer
        """
        super(Discriminator, self).__init__()

        # complete init function
        
        self.conv_dim = conv_dim

        # 32x32 input
        
        # first layer, no batch_norm
        self.conv1 = conv(3, conv_dim, 4, batch_norm=False) 
        # 16x16 out
        
        self.conv2 = conv(conv_dim, conv_dim*2, 4)
        # 8x8 out
        
        self.conv3 = conv(conv_dim*2, conv_dim*4, 4)
        # 4x4 out
        
        # fully-connected layer
        self.fc = nn.Linear(conv_dim*4*4*4, 1)

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: Discriminator logits; the output of the neural network
        """
        # define feedforward behavior
        # # Dropout = 0.2
        # all hidden layers + leaky relu activation
        out = F.leaky_relu(self.conv1(x), 0.2)
        out = F.leaky_relu(self.conv2(out), 0.2)
        out = F.leaky_relu(self.conv3(out), 0.2)
        
        # Output to - - flatten
        out = out.view(-1, self.conv_dim*4*4*4)
        
        # final output layer
        out = self.fc(out)   
        
        return out


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(Discriminator)

Tests Passed

Generator

The generator should upsample an input and generate a new image of the same size as our training data 32x32x3. This should be mostly transpose convolutional layers with normalization applied to the outputs.

Exercise: Complete the Generator class

• The inputs to the generator are vectors of some length z_size
• The output should be a image of shape 32x32x3

# helper deconv function
def deconv(in_channels, out_channels, kernel_size, stride=2, padding=1, batch_norm=True):
    """Creates a transposed-convolutional layer, with optional batch normalization.
    """
    # create a sequence of transpose + optional batch norm layers
    layers = []
    transpose_conv_layer = nn.ConvTranspose2d(in_channels, 
                                              out_channels, 
                                              kernel_size, 
                                              stride, 
                                              padding, 
                                              bias=False)
    # append transpose convolutional layer
    layers.append(transpose_conv_layer)
    
    if batch_norm:
        # append batchnorm layer
        layers.append(nn.BatchNorm2d(out_channels))
        
    return nn.Sequential(*layers)

class Generator(nn.Module):
    
    def __init__(self, z_size, conv_dim):
        """
        Initialize the Generator Module
        :param z_size: The length of the input latent vector, z
        :param conv_dim: The depth of the inputs to the *last* transpose convolutional layer
        """
        super(Generator, self).__init__()

        # complete init function
        self.conv_dim = conv_dim
        
        # first, fully-connected layer
        self.fc = nn.Linear(z_size, conv_dim*4*4*4)

        # transpose conv layers
        self.t_conv1 = deconv(conv_dim*4, conv_dim*2, 4)
        self.t_conv2 = deconv(conv_dim*2, conv_dim, 4)
        self.t_conv3 = deconv(conv_dim, 3, 4, batch_norm=False)

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: A 32x32x3 Tensor image as output
        """
        # define feedforward behavior
        # fully-connected + reshape 
        out = self.fc(x)
        out = out.view(-1, self.conv_dim*4, 4, 4) # (batch_size, depth, 4, 4)
        
        # hidden transpose conv layers + relu
        out = F.relu(self.t_conv1(out))
        out = F.relu(self.t_conv2(out))
        
        # last layer + tanh activation
        out = self.t_conv3(out)
        out = F.tanh(out)
        
        return out

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(Generator)

Tests Passed

Initialize the weights of your networks

To help your models converge, you should initialize the weights of the convolutional and linear layers in your model. From reading the original DCGAN paper, they say:

All weights were initialized from a zero-centered Normal distribution with standard deviation 0.02.

So, your next task will be to define a weight initialization function that does just this!

You can refer back to the lesson on weight initialization or even consult existing model code, such as that from the networks.py file in CycleGAN Github repository to help you complete this function.

Exercise: Complete the weight initialization function

• This should initialize only convolutional and linear layers
• Initialize the weights to a normal distribution, centered around 0, with a standard deviation of 0.02.
• The bias terms, if they exist, may be left alone or set to 0.

def weights_init_normal(m):
    """
    Applies initial weights to certain layers in a model .
    The weights are taken from a normal distribution 
    with mean = 0, std dev = 0.02.
    :param m: A module or layer in a network    
    """
    # classname will be something like:
    # `Conv`, `BatchNorm2d`, `Linear`, etc.
    classname = m.__class__.__name__
    
    # TODO: Apply initial weights to convolutional and linear layers
    
    # for every Linear layer in a model..
    if classname.find('Linear') != -1:
        # apply a uniform distribution to the weights and a bias=0
        m.weight.data.uniform_(0.0, 1.0)
        m.bias.data.fill_(0)

Build complete network

Define your models' hyperparameters and instantiate the discriminator and generator from the classes defined above. Make sure you've passed in the correct input arguments.

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
def build_network(d_conv_dim, g_conv_dim, z_size):
    # define discriminator and generator
    D = Discriminator(d_conv_dim)
    G = Generator(z_size=z_size, conv_dim=g_conv_dim)

    # initialize model weights
    D.apply(weights_init_normal)
    G.apply(weights_init_normal)

    print(D)
    print()
    print(G)
    
    return D, G

Exercise: Define model hyperparameters

# Define model hyperparams
d_conv_dim = 128
g_conv_dim = 128
z_size = 200

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
D, G = build_network(d_conv_dim, g_conv_dim, z_size)

Discriminator(
  (conv1): Sequential(
    (0): Conv2d(3, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
  (conv2): Sequential(
    (0): Conv2d(128, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (conv3): Sequential(
    (0): Conv2d(256, 512, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (fc): Linear(in_features=8192, out_features=1, bias=True)
)

Generator(
  (fc): Linear(in_features=200, out_features=8192, bias=True)
  (t_conv1): Sequential(
    (0): ConvTranspose2d(512, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (t_conv2): Sequential(
    (0): ConvTranspose2d(256, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (t_conv3): Sequential(
    (0): ConvTranspose2d(128, 3, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
)

Training on GPU

Check if you can train on GPU. Here, we'll set this as a boolean variable train_on_gpu. Later, you'll be responsible for making sure that

• Models,
• Model inputs, and
• Loss function arguments

Are moved to GPU, where appropriate.

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import torch

# Check for a GPU
train_on_gpu = torch.cuda.is_available()
if not train_on_gpu:
    print('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Training on GPU!')

Training on GPU!

---

Discriminator and Generator Losses

Now we need to calculate the losses for both types of adversarial networks.

Discriminator Losses

• For the discriminator, the total loss is the sum of the losses for real and fake images, d_loss = d_real_loss + d_fake_loss.
• Remember that we want the discriminator to output 1 for real images and 0 for fake images, so we need to set up the losses to reflect that.

Generator Loss

The generator loss will look similar only with flipped labels. The generator's goal is to get the discriminator to think its generated images are real.

Exercise: Complete real and fake loss functions

You may choose to use either cross entropy or a least squares error loss to complete the following real_loss and fake_loss functions.

def real_loss(D_out):
    '''Calculates how close discriminator outputs are to being real.
       param, D_out: discriminator logits
       return: real loss'''
    
    # least squares error loss
    loss = loss = torch.mean((D_out-1)**2)
    
    return loss

def fake_loss(D_out):
    '''Calculates how close discriminator outputs are to being fake.
       param, D_out: discriminator logits
       return: fake loss'''
    
    loss = torch.mean(D_out**2)

    return loss

Optimizers

Exercise: Define optimizers for your Discriminator (D) and Generator (G)

Define optimizers for your models with appropriate hyperparameters.

import torch.optim as optim

# Create optimizers for the discriminator D and generator G
d_optimizer = optim.Adam(D.parameters(), lr=0.0001, betas=(0.05, 0.5))
g_optimizer = optim.Adam(G.parameters(), lr=0.0001, betas=(0.05, 0.5))

---

Training

Training will involve alternating between training the discriminator and the generator. You'll use your functions real_loss and fake_loss to help you calculate the discriminator losses.

• You should train the discriminator by alternating on real and fake images
• Then the generator, which tries to trick the discriminator and should have an opposing loss function

Saving Samples

You've been given some code to print out some loss statistics and save some generated "fake" samples.

Exercise: Complete the training function

Keep in mind that, if you've moved your models to GPU, you'll also have to move any model inputs to GPU.

def train(D, G, n_epochs, print_every=400):
    '''Trains adversarial networks for some number of epochs
       param, D: the discriminator network
       param, G: the generator network
       param, n_epochs: number of epochs to train for
       param, print_every: when to print and record the models' losses
       return: D and G losses'''
    
    # move models to GPU
    if train_on_gpu:
        D.cuda()
        G.cuda()

    # keep track of loss and generated, "fake" samples
    samples = []
    losses = []

    # Get some fixed data for sampling. These are images that are held
    # constant throughout training, and allow us to inspect the model's performance
    sample_size=16
    fixed_z = np.random.uniform(-1, 1, size=(sample_size, z_size))
    fixed_z = torch.from_numpy(fixed_z).float()
    # move z to GPU if available
    if train_on_gpu:
        fixed_z = fixed_z.cuda()

    # epoch training loop
    for epoch in range(n_epochs):

        # batch training loop
        for batch_i, (real_images, _) in enumerate(celeba_train_loader):

            batch_size = real_images.size(0)
            real_images = scale(real_images)

            # ===============================================
            #         YOUR CODE HERE: TRAIN THE NETWORKS
            # ===============================================
            
            #### STEP ONE ####  Train the discriminator on real and fake images
            ##################
            d_optimizer.zero_grad()

            # Check for GPU
            if train_on_gpu:
                real_images = real_images.cuda()
            
            ##### Train with real images
            # Compute the discriminator losses on real images 
            D_real = D(real_images)
            d_real_loss = real_loss(D_real)

            ##### Train with fake images
            # Generate fake images
            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()
            
            # Check for GPU
            if train_on_gpu:
                z = z.cuda()
            fake_images = G(z)

            # Compute the discriminator losses on fake images            
            D_fake = D(fake_images)
            d_fake_loss = fake_loss(D_fake)

            # add up loss and perform backprop
            d_loss = d_real_loss + d_fake_loss
            d_loss.backward()
            d_optimizer.step()

            #### STEP TWO ####  Train the generator with an adversarial loss
            ##################
            
            # Clear 
            g_optimizer.zero_grad()
        
            # Train with fake images and flipped labels
            # Generate fake images
            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()
            
            # Check for GPU
            if train_on_gpu:
                z = z.cuda()
            fake_images = G(z)

            # Compute the discriminator losses on fake images 
            # using flipped labels!
            D_fake = D(fake_images)
            g_loss = real_loss(D_fake) # use real loss to flip labels

            # perform backprop
            g_loss.backward()
            g_optimizer.step()
            
            
            # ===============================================
            #              END OF YOUR CODE
            # ===============================================

            # Print some loss stats
            if batch_i % print_every == 0:
                # append discriminator loss and generator loss
                losses.append((d_loss.item(), g_loss.item()))
                # print discriminator and generator loss
                print('Epoch [{:5d}/{:5d}] | d_loss: {:6.4f} | g_loss: {:6.4f}'.format(
                        epoch+1, n_epochs, d_loss.item(), g_loss.item()))


        ## AFTER EACH EPOCH##    
        # this code assumes your generator is named G, feel free to change the name
        # generate and save sample, fake images
        G.eval() # for generating samples
        samples_z = G(fixed_z)
        samples.append(samples_z)
        G.train() # back to training mode

    # Save training generator samples
    with open('train_samples.pkl', 'wb') as f:
        pkl.dump(samples, f)
    
    # finally return losses
    return losses

Set your number of training epochs and train your GAN!

# set number of epochs 
n_epochs = 30


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
# call training function
losses = train(D, G, n_epochs=n_epochs)

Epoch [    1/   30] | d_loss: 7.5939 | g_loss: 8.6711
Epoch [    1/   30] | d_loss: 7.2629 | g_loss: 9.9845
Epoch [    1/   30] | d_loss: 7.6038 | g_loss: 7.7931
Epoch [    1/   30] | d_loss: 6.2924 | g_loss: 9.3708
Epoch [    1/   30] | d_loss: 7.3651 | g_loss: 25.8283
Epoch [    1/   30] | d_loss: 8.0500 | g_loss: 18.9684
Epoch [    1/   30] | d_loss: 6.7630 | g_loss: 15.1075
Epoch [    1/   30] | d_loss: 2.5877 | g_loss: 3.7167
Epoch [    1/   30] | d_loss: 2.1848 | g_loss: 4.6929
Epoch [    1/   30] | d_loss: 2.3525 | g_loss: 17.9546
Epoch [    1/   30] | d_loss: 4.1708 | g_loss: 2.0038
Epoch [    1/   30] | d_loss: 2.8972 | g_loss: 8.3043
Epoch [    2/   30] | d_loss: 5.2921 | g_loss: 3.2531
Epoch [    2/   30] | d_loss: 1.4133 | g_loss: 6.3221
Epoch [    2/   30] | d_loss: 2.1714 | g_loss: 3.8867
Epoch [    2/   30] | d_loss: 2.6877 | g_loss: 3.4258
Epoch [    2/   30] | d_loss: 1.9640 | g_loss: 3.6153
Epoch [    2/   30] | d_loss: 2.1517 | g_loss: 1.1762
Epoch [    2/   30] | d_loss: 0.6062 | g_loss: 0.2121
Epoch [    2/   30] | d_loss: 4.3986 | g_loss: 7.8400
Epoch [    2/   30] | d_loss: 1.2697 | g_loss: 6.9406
Epoch [    2/   30] | d_loss: 1.4963 | g_loss: 7.6783
Epoch [    2/   30] | d_loss: 1.0761 | g_loss: 3.0263
Epoch [    2/   30] | d_loss: 1.6374 | g_loss: 2.3510
Epoch [    3/   30] | d_loss: 0.4701 | g_loss: 1.5419
Epoch [    3/   30] | d_loss: 1.0987 | g_loss: 4.2816
Epoch [    3/   30] | d_loss: 1.3903 | g_loss: 3.0467
Epoch [    3/   30] | d_loss: 1.2769 | g_loss: 0.3773
Epoch [    3/   30] | d_loss: 2.0647 | g_loss: 2.6413
Epoch [    3/   30] | d_loss: 1.7254 | g_loss: 2.3611
Epoch [    3/   30] | d_loss: 0.3537 | g_loss: 3.2123
Epoch [    3/   30] | d_loss: 0.5759 | g_loss: 1.9401
Epoch [    3/   30] | d_loss: 1.4698 | g_loss: 0.2883
Epoch [    3/   30] | d_loss: 1.0988 | g_loss: 2.8615
Epoch [    3/   30] | d_loss: 0.8460 | g_loss: 0.8368
Epoch [    3/   30] | d_loss: 1.2807 | g_loss: 2.8273
Epoch [    4/   30] | d_loss: 1.6656 | g_loss: 2.0246
Epoch [    4/   30] | d_loss: 0.8371 | g_loss: 2.2137
Epoch [    4/   30] | d_loss: 0.7474 | g_loss: 1.1889
Epoch [    4/   30] | d_loss: 0.8796 | g_loss: 0.2067
Epoch [    4/   30] | d_loss: 1.1207 | g_loss: 1.5892
Epoch [    4/   30] | d_loss: 0.7469 | g_loss: 0.2522
Epoch [    4/   30] | d_loss: 0.5961 | g_loss: 0.3350
Epoch [    4/   30] | d_loss: 1.0637 | g_loss: 0.5650
Epoch [    4/   30] | d_loss: 0.8816 | g_loss: 0.0797
Epoch [    4/   30] | d_loss: 1.5042 | g_loss: 0.0857
Epoch [    4/   30] | d_loss: 0.7318 | g_loss: 0.4061
Epoch [    4/   30] | d_loss: 0.6418 | g_loss: 0.0608
Epoch [    5/   30] | d_loss: 0.3773 | g_loss: 1.9460
Epoch [    5/   30] | d_loss: 0.6231 | g_loss: 1.0212
Epoch [    5/   30] | d_loss: 0.8274 | g_loss: 2.2936
Epoch [    5/   30] | d_loss: 1.3689 | g_loss: 1.9282
Epoch [    5/   30] | d_loss: 0.8713 | g_loss: 1.9171
Epoch [    5/   30] | d_loss: 0.7074 | g_loss: 0.7682
Epoch [    5/   30] | d_loss: 1.2875 | g_loss: 0.2743
Epoch [    5/   30] | d_loss: 0.7459 | g_loss: 0.7451
Epoch [    5/   30] | d_loss: 0.6930 | g_loss: 1.8397
Epoch [    5/   30] | d_loss: 0.6739 | g_loss: 0.3685
Epoch [    5/   30] | d_loss: 0.8147 | g_loss: 1.1700
Epoch [    5/   30] | d_loss: 0.6712 | g_loss: 3.1120
Epoch [    6/   30] | d_loss: 0.3952 | g_loss: 0.3935
Epoch [    6/   30] | d_loss: 0.5364 | g_loss: 0.2730
Epoch [    6/   30] | d_loss: 1.1269 | g_loss: 0.2760
Epoch [    6/   30] | d_loss: 0.7503 | g_loss: 0.5775
Epoch [    6/   30] | d_loss: 0.5946 | g_loss: 1.5267
Epoch [    6/   30] | d_loss: 0.6429 | g_loss: 1.4453
Epoch [    6/   30] | d_loss: 0.5496 | g_loss: 0.4990
Epoch [    6/   30] | d_loss: 0.5540 | g_loss: 1.1020
Epoch [    6/   30] | d_loss: 0.5105 | g_loss: 1.4833
Epoch [    6/   30] | d_loss: 0.9739 | g_loss: 1.3448
Epoch [    6/   30] | d_loss: 0.7130 | g_loss: 1.1129
Epoch [    6/   30] | d_loss: 0.4663 | g_loss: 1.5839
Epoch [    7/   30] | d_loss: 0.4341 | g_loss: 0.3158
Epoch [    7/   30] | d_loss: 0.9092 | g_loss: 1.5654
Epoch [    7/   30] | d_loss: 0.9977 | g_loss: 0.7022
Epoch [    7/   30] | d_loss: 0.8197 | g_loss: 1.8907
Epoch [    7/   30] | d_loss: 0.5484 | g_loss: 1.5272
Epoch [    7/   30] | d_loss: 0.5891 | g_loss: 0.3338
Epoch [    7/   30] | d_loss: 0.6929 | g_loss: 1.1329
Epoch [    7/   30] | d_loss: 0.8244 | g_loss: 0.2586
Epoch [    7/   30] | d_loss: 0.4993 | g_loss: 0.2047
Epoch [    7/   30] | d_loss: 0.3444 | g_loss: 0.3344
Epoch [    7/   30] | d_loss: 0.8364 | g_loss: 0.1898
Epoch [    7/   30] | d_loss: 1.1362 | g_loss: 1.9104
Epoch [    8/   30] | d_loss: 0.4322 | g_loss: 0.7158
Epoch [    8/   30] | d_loss: 0.5661 | g_loss: 1.5460
Epoch [    8/   30] | d_loss: 0.6902 | g_loss: 1.2123
Epoch [    8/   30] | d_loss: 0.8597 | g_loss: 0.2912
Epoch [    8/   30] | d_loss: 0.5999 | g_loss: 1.1731
Epoch [    8/   30] | d_loss: 0.6945 | g_loss: 1.4338
Epoch [    8/   30] | d_loss: 0.5292 | g_loss: 0.2440
Epoch [    8/   30] | d_loss: 0.5684 | g_loss: 1.0329
Epoch [    9/   30] | d_loss: 0.3875 | g_loss: 0.3224
Epoch [    9/   30] | d_loss: 0.5317 | g_loss: 0.2613
Epoch [    9/   30] | d_loss: 1.0972 | g_loss: 1.6853
Epoch [    9/   30] | d_loss: 0.7327 | g_loss: 1.4754
Epoch [    9/   30] | d_loss: 0.4301 | g_loss: 0.2027
Epoch [    9/   30] | d_loss: 0.8904 | g_loss: 0.1266
Epoch [    9/   30] | d_loss: 0.4301 | g_loss: 1.2837
Epoch [    9/   30] | d_loss: 0.6858 | g_loss: 0.3428
Epoch [    9/   30] | d_loss: 0.7837 | g_loss: 1.0066
Epoch [    9/   30] | d_loss: 0.5042 | g_loss: 1.7659
Epoch [    9/   30] | d_loss: 0.5770 | g_loss: 0.8448
Epoch [    9/   30] | d_loss: 0.4854 | g_loss: 1.1934
Epoch [   10/   30] | d_loss: 0.5340 | g_loss: 2.0928
Epoch [   10/   30] | d_loss: 0.3594 | g_loss: 0.7390
Epoch [   10/   30] | d_loss: 0.8598 | g_loss: 0.9314
Epoch [   10/   30] | d_loss: 0.4560 | g_loss: 0.8862
Epoch [   10/   30] | d_loss: 0.5401 | g_loss: 0.6002
Epoch [   10/   30] | d_loss: 0.6683 | g_loss: 1.3637
Epoch [   10/   30] | d_loss: 0.4884 | g_loss: 1.3308
Epoch [   10/   30] | d_loss: 0.2348 | g_loss: 0.3129
Epoch [   10/   30] | d_loss: 0.5919 | g_loss: 0.3298
Epoch [   10/   30] | d_loss: 0.7431 | g_loss: 1.2219
Epoch [   10/   30] | d_loss: 0.7269 | g_loss: 1.2907
Epoch [   10/   30] | d_loss: 0.4759 | g_loss: 0.2879
Epoch [   11/   30] | d_loss: 0.8722 | g_loss: 1.1070
Epoch [   11/   30] | d_loss: 0.4468 | g_loss: 1.0141
Epoch [   11/   30] | d_loss: 0.4119 | g_loss: 0.3199
Epoch [   11/   30] | d_loss: 0.5259 | g_loss: 1.4677
Epoch [   11/   30] | d_loss: 0.5359 | g_loss: 1.0671
Epoch [   11/   30] | d_loss: 0.5320 | g_loss: 0.3730
Epoch [   11/   30] | d_loss: 0.5623 | g_loss: 0.1324
Epoch [   11/   30] | d_loss: 0.4863 | g_loss: 1.5360
Epoch [   11/   30] | d_loss: 0.4444 | g_loss: 0.9306
Epoch [   11/   30] | d_loss: 0.9150 | g_loss: 0.1791
Epoch [   11/   30] | d_loss: 0.7321 | g_loss: 0.1885
Epoch [   11/   30] | d_loss: 0.6680 | g_loss: 1.1630
Epoch [   12/   30] | d_loss: 0.2736 | g_loss: 0.4110
Epoch [   12/   30] | d_loss: 0.4745 | g_loss: 1.3790
Epoch [   12/   30] | d_loss: 0.3099 | g_loss: 0.8451
Epoch [   12/   30] | d_loss: 0.5085 | g_loss: 0.2939
Epoch [   12/   30] | d_loss: 0.9652 | g_loss: 0.1141
Epoch [   12/   30] | d_loss: 0.4330 | g_loss: 0.3451
Epoch [   12/   30] | d_loss: 0.5301 | g_loss: 1.3865
Epoch [   12/   30] | d_loss: 0.3473 | g_loss: 0.1035
Epoch [   12/   30] | d_loss: 0.6177 | g_loss: 0.6524
Epoch [   12/   30] | d_loss: 0.5086 | g_loss: 0.8796
Epoch [   12/   30] | d_loss: 0.4416 | g_loss: 1.2869
Epoch [   12/   30] | d_loss: 0.4893 | g_loss: 0.2869
Epoch [   13/   30] | d_loss: 0.4527 | g_loss: 0.3752
Epoch [   13/   30] | d_loss: 0.6710 | g_loss: 0.2093
Epoch [   13/   30] | d_loss: 0.6852 | g_loss: 0.0431
Epoch [   13/   30] | d_loss: 0.3494 | g_loss: 0.3426
Epoch [   13/   30] | d_loss: 0.4401 | g_loss: 0.8072
Epoch [   13/   30] | d_loss: 0.7215 | g_loss: 1.0044
Epoch [   13/   30] | d_loss: 0.7373 | g_loss: 1.0649
Epoch [   13/   30] | d_loss: 0.5040 | g_loss: 0.9044
Epoch [   13/   30] | d_loss: 0.5577 | g_loss: 1.2510
Epoch [   13/   30] | d_loss: 0.7268 | g_loss: 0.4599
Epoch [   13/   30] | d_loss: 0.4680 | g_loss: 1.0020
Epoch [   13/   30] | d_loss: 0.6204 | g_loss: 0.9062
Epoch [   14/   30] | d_loss: 0.5351 | g_loss: 0.8494
Epoch [   14/   30] | d_loss: 0.3743 | g_loss: 0.5094
Epoch [   14/   30] | d_loss: 0.4000 | g_loss: 0.7019
Epoch [   14/   30] | d_loss: 1.1293 | g_loss: 0.1426
Epoch [   14/   30] | d_loss: 0.5958 | g_loss: 0.2253
Epoch [   14/   30] | d_loss: 0.4854 | g_loss: 1.3611
Epoch [   14/   30] | d_loss: 0.7614 | g_loss: 0.1484
Epoch [   14/   30] | d_loss: 0.5262 | g_loss: 0.7782
Epoch [   14/   30] | d_loss: 0.3861 | g_loss: 0.3914
Epoch [   14/   30] | d_loss: 0.4060 | g_loss: 0.2196
Epoch [   14/   30] | d_loss: 0.3910 | g_loss: 0.9373
Epoch [   14/   30] | d_loss: 0.5024 | g_loss: 1.2853
Epoch [   15/   30] | d_loss: 0.4892 | g_loss: 0.1329
Epoch [   15/   30] | d_loss: 0.4656 | g_loss: 0.0777
Epoch [   15/   30] | d_loss: 0.5370 | g_loss: 0.9831
Epoch [   15/   30] | d_loss: 0.5494 | g_loss: 0.0745
Epoch [   15/   30] | d_loss: 0.6072 | g_loss: 0.2414
Epoch [   15/   30] | d_loss: 0.5454 | g_loss: 0.1490
Epoch [   15/   30] | d_loss: 0.2511 | g_loss: 1.1485
Epoch [   15/   30] | d_loss: 0.5810 | g_loss: 0.2289
Epoch [   15/   30] | d_loss: 0.4522 | g_loss: 0.1944
Epoch [   15/   30] | d_loss: 0.6826 | g_loss: 0.2666
Epoch [   15/   30] | d_loss: 0.4582 | g_loss: 1.0405
Epoch [   15/   30] | d_loss: 0.8719 | g_loss: 0.1242
Epoch [   16/   30] | d_loss: 0.5374 | g_loss: 0.7592
Epoch [   16/   30] | d_loss: 0.5350 | g_loss: 0.7175
Epoch [   16/   30] | d_loss: 0.2959 | g_loss: 0.6557
Epoch [   16/   30] | d_loss: 0.4063 | g_loss: 1.3343
Epoch [   16/   30] | d_loss: 0.7722 | g_loss: 1.1009
Epoch [   16/   30] | d_loss: 0.4447 | g_loss: 1.0045
Epoch [   16/   30] | d_loss: 0.6409 | g_loss: 0.1297
Epoch [   16/   30] | d_loss: 0.5866 | g_loss: 0.3854
Epoch [   16/   30] | d_loss: 0.6951 | g_loss: 0.2330
Epoch [   16/   30] | d_loss: 0.6961 | g_loss: 0.9010
Epoch [   16/   30] | d_loss: 0.4579 | g_loss: 0.0861
Epoch [   16/   30] | d_loss: 0.4104 | g_loss: 1.4195
Epoch [   17/   30] | d_loss: 0.9480 | g_loss: 1.1710
Epoch [   17/   30] | d_loss: 0.5009 | g_loss: 0.3667
Epoch [   17/   30] | d_loss: 0.6552 | g_loss: 0.1989
Epoch [   17/   30] | d_loss: 0.5692 | g_loss: 0.8904
Epoch [   17/   30] | d_loss: 0.4202 | g_loss: 0.1775
Epoch [   17/   30] | d_loss: 0.5192 | g_loss: 0.5758
Epoch [   17/   30] | d_loss: 0.4943 | g_loss: 0.4850
Epoch [   17/   30] | d_loss: 0.6674 | g_loss: 0.0722
Epoch [   17/   30] | d_loss: 0.6030 | g_loss: 0.2760
Epoch [   17/   30] | d_loss: 0.5535 | g_loss: 0.8873
Epoch [   17/   30] | d_loss: 0.6482 | g_loss: 0.0988
Epoch [   17/   30] | d_loss: 0.6833 | g_loss: 0.2188
Epoch [   18/   30] | d_loss: 0.7778 | g_loss: 0.8711
Epoch [   18/   30] | d_loss: 0.6969 | g_loss: 1.0252
Epoch [   18/   30] | d_loss: 0.6653 | g_loss: 0.9579
Epoch [   18/   30] | d_loss: 0.4473 | g_loss: 0.0825
Epoch [   18/   30] | d_loss: 0.3989 | g_loss: 0.3331
Epoch [   18/   30] | d_loss: 0.5065 | g_loss: 0.2480
Epoch [   18/   30] | d_loss: 0.3692 | g_loss: 0.5030
Epoch [   18/   30] | d_loss: 0.5493 | g_loss: 1.0910
Epoch [   18/   30] | d_loss: 0.5245 | g_loss: 0.8241
Epoch [   18/   30] | d_loss: 0.2645 | g_loss: 1.0556
Epoch [   18/   30] | d_loss: 0.5363 | g_loss: 0.1963
Epoch [   18/   30] | d_loss: 0.5780 | g_loss: 0.8075
Epoch [   19/   30] | d_loss: 0.6396 | g_loss: 0.7751
Epoch [   19/   30] | d_loss: 0.8076 | g_loss: 0.1122
Epoch [   19/   30] | d_loss: 0.3615 | g_loss: 0.8839
Epoch [   19/   30] | d_loss: 0.7442 | g_loss: 0.0808
Epoch [   19/   30] | d_loss: 0.5496 | g_loss: 0.9452
Epoch [   19/   30] | d_loss: 0.4729 | g_loss: 0.4133
Epoch [   19/   30] | d_loss: 0.4336 | g_loss: 0.0636
Epoch [   19/   30] | d_loss: 0.3909 | g_loss: 0.9079
Epoch [   19/   30] | d_loss: 0.4844 | g_loss: 1.0820
Epoch [   19/   30] | d_loss: 0.4592 | g_loss: 0.2438
Epoch [   19/   30] | d_loss: 0.4214 | g_loss: 0.8235
Epoch [   19/   30] | d_loss: 0.5113 | g_loss: 0.1058
Epoch [   20/   30] | d_loss: 0.4601 | g_loss: 0.8106
Epoch [   20/   30] | d_loss: 0.6085 | g_loss: 0.8435
Epoch [   20/   30] | d_loss: 0.3555 | g_loss: 0.8085
Epoch [   20/   30] | d_loss: 0.8770 | g_loss: 1.1530
Epoch [   20/   30] | d_loss: 0.4922 | g_loss: 0.2016
Epoch [   20/   30] | d_loss: 0.6607 | g_loss: 0.8054
Epoch [   20/   30] | d_loss: 0.5279 | g_loss: 0.2963
Epoch [   20/   30] | d_loss: 0.5641 | g_loss: 1.0236
Epoch [   20/   30] | d_loss: 0.4006 | g_loss: 0.7270
Epoch [   20/   30] | d_loss: 0.7249 | g_loss: 0.9075
Epoch [   20/   30] | d_loss: 0.2182 | g_loss: 0.3930
Epoch [   20/   30] | d_loss: 0.4391 | g_loss: 0.5473
Epoch [   21/   30] | d_loss: 0.5328 | g_loss: 0.5839
Epoch [   21/   30] | d_loss: 0.9114 | g_loss: 1.0348
Epoch [   21/   30] | d_loss: 0.9647 | g_loss: 1.2761
Epoch [   21/   30] | d_loss: 0.7126 | g_loss: 0.9336
Epoch [   21/   30] | d_loss: 0.5133 | g_loss: 1.4829
Epoch [   21/   30] | d_loss: 0.3906 | g_loss: 0.2540
Epoch [   21/   30] | d_loss: 0.3962 | g_loss: 0.8519
Epoch [   21/   30] | d_loss: 0.3995 | g_loss: 0.6673
Epoch [   21/   30] | d_loss: 0.3890 | g_loss: 1.2425
Epoch [   21/   30] | d_loss: 0.5679 | g_loss: 0.4264
Epoch [   21/   30] | d_loss: 0.4299 | g_loss: 1.0186
Epoch [   21/   30] | d_loss: 0.4439 | g_loss: 0.1712
Epoch [   22/   30] | d_loss: 0.3802 | g_loss: 1.4739
Epoch [   22/   30] | d_loss: 0.4280 | g_loss: 0.2654
Epoch [   22/   30] | d_loss: 0.3236 | g_loss: 1.1429
Epoch [   22/   30] | d_loss: 0.5661 | g_loss: 1.2482
Epoch [   22/   30] | d_loss: 0.7407 | g_loss: 0.7704
Epoch [   22/   30] | d_loss: 0.5240 | g_loss: 0.7614
Epoch [   22/   30] | d_loss: 0.2857 | g_loss: 0.8028
Epoch [   22/   30] | d_loss: 0.4804 | g_loss: 0.3530
Epoch [   22/   30] | d_loss: 0.9184 | g_loss: 0.3375
Epoch [   22/   30] | d_loss: 0.2616 | g_loss: 0.4917
Epoch [   22/   30] | d_loss: 0.5851 | g_loss: 1.0632
Epoch [   22/   30] | d_loss: 0.9083 | g_loss: 0.2278
Epoch [   23/   30] | d_loss: 0.9910 | g_loss: 0.2373
Epoch [   23/   30] | d_loss: 0.5347 | g_loss: 1.0077
Epoch [   23/   30] | d_loss: 0.4738 | g_loss: 0.9594
Epoch [   23/   30] | d_loss: 0.6236 | g_loss: 0.3445
Epoch [   23/   30] | d_loss: 0.7134 | g_loss: 1.1176
Epoch [   23/   30] | d_loss: 0.3831 | g_loss: 0.4034
Epoch [   23/   30] | d_loss: 0.6235 | g_loss: 0.1754
Epoch [   23/   30] | d_loss: 0.5292 | g_loss: 0.6832
Epoch [   23/   30] | d_loss: 0.4871 | g_loss: 0.4389
Epoch [   23/   30] | d_loss: 0.4704 | g_loss: 0.6008
Epoch [   23/   30] | d_loss: 0.5256 | g_loss: 0.6696
Epoch [   23/   30] | d_loss: 0.8954 | g_loss: 0.2206
Epoch [   24/   30] | d_loss: 0.3063 | g_loss: 0.5722
Epoch [   24/   30] | d_loss: 0.7166 | g_loss: 0.2106
Epoch [   24/   30] | d_loss: 0.5134 | g_loss: 0.1010
Epoch [   24/   30] | d_loss: 0.6837 | g_loss: 0.9048
Epoch [   24/   30] | d_loss: 0.6543 | g_loss: 0.7855
Epoch [   24/   30] | d_loss: 0.4079 | g_loss: 0.2676
Epoch [   24/   30] | d_loss: 0.4058 | g_loss: 0.2908
Epoch [   24/   30] | d_loss: 0.5992 | g_loss: 0.1255
Epoch [   24/   30] | d_loss: 0.5098 | g_loss: 0.2831
Epoch [   24/   30] | d_loss: 0.5694 | g_loss: 0.1245
Epoch [   24/   30] | d_loss: 0.3902 | g_loss: 0.2090
Epoch [   24/   30] | d_loss: 0.8576 | g_loss: 0.8828
Epoch [   25/   30] | d_loss: 0.3561 | g_loss: 0.3014
Epoch [   25/   30] | d_loss: 0.7127 | g_loss: 0.3780
Epoch [   25/   30] | d_loss: 0.3997 | g_loss: 0.5659
Epoch [   25/   30] | d_loss: 0.4450 | g_loss: 0.7137
Epoch [   25/   30] | d_loss: 0.6289 | g_loss: 0.1535
Epoch [   25/   30] | d_loss: 0.4852 | g_loss: 0.6367
Epoch [   25/   30] | d_loss: 0.4435 | g_loss: 0.2297
Epoch [   25/   30] | d_loss: 0.3895 | g_loss: 1.0707
Epoch [   25/   30] | d_loss: 0.6695 | g_loss: 1.1783
Epoch [   25/   30] | d_loss: 0.7807 | g_loss: 1.2371
Epoch [   25/   30] | d_loss: 0.4646 | g_loss: 0.3921
Epoch [   25/   30] | d_loss: 0.4567 | g_loss: 0.2548
Epoch [   26/   30] | d_loss: 0.3259 | g_loss: 0.9334
Epoch [   26/   30] | d_loss: 0.5427 | g_loss: 0.9410
Epoch [   26/   30] | d_loss: 0.3432 | g_loss: 0.2827
Epoch [   26/   30] | d_loss: 0.6075 | g_loss: 0.1346
Epoch [   26/   30] | d_loss: 0.5527 | g_loss: 0.8148
Epoch [   26/   30] | d_loss: 0.4618 | g_loss: 0.2661
Epoch [   26/   30] | d_loss: 0.6086 | g_loss: 0.7265
Epoch [   26/   30] | d_loss: 0.4019 | g_loss: 0.6329
Epoch [   26/   30] | d_loss: 0.6849 | g_loss: 0.3421
Epoch [   26/   30] | d_loss: 0.4392 | g_loss: 0.4087
Epoch [   26/   30] | d_loss: 0.3636 | g_loss: 0.3265
Epoch [   26/   30] | d_loss: 0.4015 | g_loss: 0.7501
Epoch [   27/   30] | d_loss: 0.4195 | g_loss: 0.8521
Epoch [   27/   30] | d_loss: 0.5043 | g_loss: 0.8298
Epoch [   27/   30] | d_loss: 0.3591 | g_loss: 1.3866
Epoch [   27/   30] | d_loss: 0.2608 | g_loss: 0.4135
Epoch [   27/   30] | d_loss: 0.2386 | g_loss: 0.4236
Epoch [   27/   30] | d_loss: 0.8740 | g_loss: 0.2045
Epoch [   27/   30] | d_loss: 0.5491 | g_loss: 0.8345
Epoch [   27/   30] | d_loss: 0.3549 | g_loss: 0.3890
Epoch [   27/   30] | d_loss: 0.4515 | g_loss: 0.5725
Epoch [   27/   30] | d_loss: 0.4281 | g_loss: 1.1163
Epoch [   27/   30] | d_loss: 0.3169 | g_loss: 0.6597
Epoch [   27/   30] | d_loss: 0.6474 | g_loss: 0.7246
Epoch [   28/   30] | d_loss: 0.3753 | g_loss: 0.2185
Epoch [   28/   30] | d_loss: 0.1810 | g_loss: 0.3720
Epoch [   28/   30] | d_loss: 0.4706 | g_loss: 0.5944
Epoch [   28/   30] | d_loss: 0.6221 | g_loss: 0.4752
Epoch [   28/   30] | d_loss: 0.4287 | g_loss: 0.9314
Epoch [   28/   30] | d_loss: 0.3472 | g_loss: 0.9903
Epoch [   28/   30] | d_loss: 0.3715 | g_loss: 0.6539
Epoch [   28/   30] | d_loss: 0.4571 | g_loss: 0.4322
Epoch [   28/   30] | d_loss: 0.6209 | g_loss: 0.8855
Epoch [   28/   30] | d_loss: 0.4143 | g_loss: 0.2900
Epoch [   28/   30] | d_loss: 0.4735 | g_loss: 0.7098
Epoch [   28/   30] | d_loss: 0.4030 | g_loss: 0.2075
Epoch [   29/   30] | d_loss: 0.8850 | g_loss: 0.2829
Epoch [   29/   30] | d_loss: 0.7803 | g_loss: 0.8723
Epoch [   29/   30] | d_loss: 0.5265 | g_loss: 1.0171
Epoch [   29/   30] | d_loss: 0.4647 | g_loss: 0.9209
Epoch [   29/   30] | d_loss: 0.3853 | g_loss: 0.6658
Epoch [   29/   30] | d_loss: 0.5277 | g_loss: 1.0975
Epoch [   29/   30] | d_loss: 0.6222 | g_loss: 0.9228
Epoch [   29/   30] | d_loss: 0.7430 | g_loss: 1.0941
Epoch [   29/   30] | d_loss: 0.5801 | g_loss: 0.2337
Epoch [   29/   30] | d_loss: 0.4627 | g_loss: 1.2588
Epoch [   29/   30] | d_loss: 0.4551 | g_loss: 0.5546
Epoch [   29/   30] | d_loss: 0.4225 | g_loss: 0.4543
Epoch [   30/   30] | d_loss: 0.4189 | g_loss: 0.7191
Epoch [   30/   30] | d_loss: 0.3050 | g_loss: 0.2185
Epoch [   30/   30] | d_loss: 0.5330 | g_loss: 0.5491
Epoch [   30/   30] | d_loss: 0.2711 | g_loss: 0.1996
Epoch [   30/   30] | d_loss: 0.6547 | g_loss: 0.1581
Epoch [   30/   30] | d_loss: 0.4813 | g_loss: 0.2763
Epoch [   30/   30] | d_loss: 0.5483 | g_loss: 0.7578
Epoch [   30/   30] | d_loss: 0.3638 | g_loss: 0.6064
Epoch [   30/   30] | d_loss: 0.5223 | g_loss: 0.1571
Epoch [   30/   30] | d_loss: 0.5175 | g_loss: 1.1868
Epoch [   30/   30] | d_loss: 0.1950 | g_loss: 0.5488
Epoch [   30/   30] | d_loss: 0.4155 | g_loss: 0.4297

Training loss

Plot the training losses for the generator and discriminator, recorded after each epoch.

fig, ax = plt.subplots()
losses = np.array(losses)
plt.plot(losses.T[0], label='Discriminator', alpha=0.5)
plt.plot(losses.T[1], label='Generator', alpha=0.5)
plt.title("Training Losses")
plt.legend()

<matplotlib.legend.Legend at 0x7f925458d3c8>

Generator samples from training

View samples of images from the generator, and answer a question about the strengths and weaknesses of your trained models.

# helper function for viewing a list of passed in sample images
def view_samples(epoch, samples):
    fig, axes = plt.subplots(figsize=(16,4), nrows=2, ncols=8, sharey=True, sharex=True)
    for ax, img in zip(axes.flatten(), samples[epoch]):
        img = img.detach().cpu().numpy()
        img = np.transpose(img, (1, 2, 0))
        img = ((img + 1)*255 / (2)).astype(np.uint8)
        ax.xaxis.set_visible(False)
        ax.yaxis.set_visible(False)
        im = ax.imshow(img.reshape((32,32,3)))

# Load samples from generator, taken while training
with open('train_samples.pkl', 'rb') as f:
    samples = pkl.load(f)

_ = view_samples(-1, samples)

Question: What do you notice about your generated samples and how might you improve this model?

When you answer this question, consider the following factors:

• The dataset is biased; it is made of "celebrity" faces that are mostly white
• Model size; larger models have the opportunity to learn more features in a data feature space
• Optimization strategy; optimizers and number of epochs affect your final result

Answer: (Write your answer in this cell)

I might improve in the following ways

1. Dataset of larger inclusive population should definiltely help with better results.
2. More convolutional layers could help more with the task of image processing.
3. I set the conv_dim for the generator, changed the z_size to 200 and the discriminator to 128, to add more weight manipulation later on.

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "problem_unittests.py" files in your submission.